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investor-outreach
by affaan-m
Draft cold emails, warm intro blurbs, follow-ups, update emails, and investor communications for fundraising. Use when the user wants outreach to angels, VCs, strategic investors, or accelerators and needs concise, personalized, investor-facing messaging.
frontend-slides
by affaan-m
Create stunning, animation-rich HTML presentations from scratch or by converting PowerPoint files. Use when the user wants to build a presentation, convert a PPT/PPTX to web, or create slides for a talk/pitch. Helps non-designers discover their aesthetic through visual exploration rather than abstract choices.
investor-materials
by affaan-m
Create and update pitch decks, one-pagers, investor memos, accelerator applications, financial models, and fundraising materials. Use when the user needs investor-facing documents, projections, use-of-funds tables, milestone plans, or materials that must stay internally consistent across multiple fundraising assets.
java-coding-standards
by affaan-m
"Java coding standards for Spring Boot services: naming, immutability, Optional usage, streams, exceptions, generics, and project layout."
springboot-verification
by affaan-m
"Verification loop for Spring Boot projects: build, static analysis, tests with coverage, security scans, and diff review before release or PR."
frontend-patterns
by affaan-m
Frontend development patterns for React, Next.js, state management, performance optimization, and UI best practices.
agent-introspection-debugging
by affaan-m
Structured self-debugging workflow for AI agent failures using capture, diagnosis, contained recovery, and introspection reports.
article-writing
by affaan-m
Write articles, guides, blog posts, tutorials, newsletter issues, and other long-form content in a distinctive voice derived from supplied examples or brand guidance. Use when the user wants polished written content longer than a paragraph, especially when voice consistency, structure, and credibility matter.
bun-runtime
by affaan-m
Bun as runtime, package manager, bundler, and test runner. When to choose Bun vs Node, migration notes, and Vercel support.
clickhouse-io
by affaan-m
ClickHouse database patterns, query optimization, analytics, and data engineering best practices for high-performance analytical workloads.
continuous-agent-loop
by affaan-m
Patterns for continuous autonomous agent loops with quality gates, evals, and recovery controls.
documentation-lookup
by affaan-m
Use up-to-date library and framework docs via Context7 MCP instead of training data. Activates for setup questions, API references, code examples, or when the user names a framework (e.g. React, Next.js, Prisma).
jpa-patterns
by affaan-m
JPA/Hibernate patterns for entity design, relationships, query optimization, transactions, auditing, indexing, pagination, and pooling in Spring Boot.
iterative-retrieval
by affaan-m
Pattern for progressively refining context retrieval to solve the subagent context problem
foundation-models-on-device
by affaan-m
Apple FoundationModels framework for on-device LLM — text generation, guided generation with @Generable, tool calling, and snapshot streaming in iOS 26+.
golang-patterns
by affaan-m
Idiomatic Go patterns, best practices, and conventions for building robust, efficient, and maintainable Go applications.
database-migrations
by affaan-m
Database migration best practices for schema changes, data migrations, rollbacks, and zero-downtime deployments across PostgreSQL, MySQL, and common ORMs (Prisma, Drizzle, Django, TypeORM, golang-migrate).
agentic-engineering
by affaan-m
Operate as an agentic engineer using eval-first execution, decomposition, and cost-aware model routing.
content-hash-cache-pattern
by affaan-m
Cache expensive file processing results using SHA-256 content hashes — path-independent, auto-invalidating, with service layer separation.
springboot-tdd
by affaan-m
Test-driven development for Spring Boot using JUnit 5, Mockito, MockMvc, Testcontainers, and JaCoCo. Use when adding features, fixing bugs, or refactoring.
swift-actor-persistence
by affaan-m
Thread-safe data persistence in Swift using actors — in-memory cache with file-backed storage, eliminating data races by design.
strategic-compact
by affaan-m
Suggests manual context compaction at logical intervals to preserve context through task phases rather than arbitrary auto-compaction.
e2e-testing
by affaan-m
Playwright E2E testing patterns, Page Object Model, configuration, CI/CD integration, artifact management, and flaky test strategies.
coding-standards
by affaan-m
Universal coding standards, best practices, and patterns for TypeScript, JavaScript, React, and Node.js development.